modules/response_generator.py

import json
import random
from .ai_model import AIModel
from .knowledge_base import KnowledgeBase
from .session_manager import SessionManager
from utils.logger import log

class ResponseGenerator:
    def __init__(self, ai_model: AIModel, knowledge_base: KnowledgeBase):
        self.ai_model = ai_model
        self.kb = knowledge_base
        self.personas = self._load_personas()
        self._init_response_templates()

    def _load_personas(self):
        personas_path = "./config/personas.json"

        with open(personas_path, 'r', encoding='utf-8') as f:
            data = json.load(f)
            log.info(f"✅ 成功加载 {len(data.get('personas', {}))} 个persona配置。")
            return data.get('personas', {})

    def _init_response_templates(self):
        """初始化各种动态回复模板"""
        
        # 欧洲城市特色描述 (保留原有)
        self.city_descriptions = {
            "巴黎": ["浪漫之都", "艺术之城", "时尚之都", "光影流转的塞纳河畔", "充满香槟气息的花都"],
            "罗马": ["永恒之城", "历史的活化石", "每块石头都有故事", "古典与现代交融的奇迹", "凯撒大帝走过的土地"],
            "伦敦": ["绅士的故乡", "雾都传奇", "文艺复兴的摇篮", "泰晤士河的守护者", "莎士比亚笔下的世界"],
            "维也纳": ["音乐之都", "华尔兹的发源地", "莫扎特的灵感之地", "咖啡文化的天堂", "皇室优雅的化身"],
            "布拉格": ["千塔之城", "中世纪的童话", "波西米亚的浪漫", "查理桥上的传奇", "啤酒花香弥漫的古城"],
            "布达佩斯": ["多瑙河明珠", "东欧巴黎", "温泉之都", "建筑艺术的博物馆", "匈牙利王冠上的明珠"],
            "萨尔茨堡": ["音乐神童的故乡", "《音乐之声》的拍摄地", "阿尔卑斯山下的明珠", "莫扎特的诞生地", "巴洛克建筑的典范"],
            "哈尔施塔特": ["世界最美小镇", "湖光山色的仙境", "阿尔卑斯山的秘境", "明信片上的童话", "奥地利的瑰宝"],
        }
        
        # 保留原有的问候语和确认模板 (简化以节省空间)
        self.greetings = {
            "social": [
                "哈喽！准备开启一场说走就走的欧洲之旅吗？✨",
                "嗨呀！听说有人要去欧洲拍美照啦？📸",
            ],
            "experiential": [
                "你好，旅行者。欧洲的古老土地正在召唤着你...",
                "感知到了一颗渴望探索的心。欧洲有太多故事等你去发现。",
            ],
            "planner": [
                "您好！让我来帮您规划一次完美的欧洲之旅。",
                "欧洲旅行规划专家上线！准备为您定制专属行程。",
            ]
        }

    def _get_current_persona_config(self, session_state: dict) -> dict:
        """获取当前persona配置"""
        persona_info = session_state.get("persona")
        if not isinstance(persona_info, dict) or "key" not in persona_info:
            # 如果 persona 尚未设置或格式不正确，记录日志并抛出异常
            log.error(f"❌ 在会话 {session_state.get('session_id')} 中缺少有效的 persona 配置。当前 persona 状态: {persona_info}")
            raise ValueError("无法在会话状态中找到有效的 'persona' 配置。对话流程可能存在问题。")

        persona_key = persona_info["key"] # 既然检查过，就可以安全地直接访问

        persona_config = self.personas.get(persona_key)

        # 3. 检查获取到的 key 是否真的存在于配置中
        if not persona_config:
            log.error(f"❌ persona key '{persona_key}' 在系统中未定义。")
            raise ValueError(f"提供的 persona key '{persona_key}' 是一个无效的配置项。")

        log.info(f"✅ 成功加载 Persona: {persona_config.get('name', persona_key)}")
        return persona_config

    def generate(self, user_message: str, session_state: dict, extracted_info: dict) -> str:
        """生成融合知识库的智能回复"""
        try:
            response_parts = []
            
            # 1. 生成确认信息（更生动）
            acknowledgement = self._generate_vivid_acknowledgement(extracted_info, session_state)
            if acknowledgement:
                response_parts.append(acknowledgement)
                # 如果确认信息本身已经是一个问题（比如追问货币），就直接返回，避免再问下一个问题
                if acknowledgement.strip().endswith(('?', '？')):
                    return " ".join(response_parts)

            # 2. 检查是否需要询问下一个信息
            next_question = self._get_dynamic_next_question(session_state)
            if next_question:
                if response_parts:
                    connectors = ["那么，", "接下来，", "好的，", ""]
                    connector = random.choice(connectors)
                    response_parts.append(connector + next_question)
                else:
                    response_parts.append(next_question)
            
            # 3. 如果所有信息收集完毕，生成知识库增强的旅行计划
            if not next_question:
                plan = self._generate_knowledge_enhanced_plan(user_message, session_state)
                
                if response_parts:
                    response_parts.append("\n\n" + plan)
                else:
                    response_parts.append(plan)
            
            return " ".join(response_parts)

        except Exception as e:
            log.error(f"❌ 响应生成失败: {e}", exc_info=True)
            return "抱歉，我在处理您的请求时遇到了问题，请稍后再试。"
        
    def _generate_vivid_acknowledgement(self, extracted_info: dict, session_state: SessionManager) -> str:
    
        if "destination" in extracted_info and extracted_info["destination"]:
            dest_name = extracted_info["destination"]['name']

            if dest_name in self.city_descriptions:
                feature = random.choice(self.city_descriptions[dest_name])
                return f"{dest_name}！一个绝佳的选择，那可是著名的'{feature}'。目的地已为您记录。"
            else:
                dest_country = extracted_info["destination"][0]['country']
                return f"好的，目的地已确认为 {dest_country} 的 {dest_name}！一个充满魅力的地方。"


    def _get_dynamic_next_question(self, session_state: SessionManager) -> str:
    
        if not session_state.get('destination'):
            return "请问您想去哪个或哪些城市呢？"
        if not session_state.get('duration'):
            return "计划玩几天呢？"
        if not session_state.get('budget'):
            return "您的旅行预算大概是多少？您可以金额+币种的格式输入,例如：5000元人民币 或 800 eur"
        return "" # 所有信息都已收集
    

    def _get_destination_name(self, session_state: dict) -> str:

        destination_info = session_state.get('destination')
        if destination_info and isinstance(destination_info, dict):
            return destination_info.get('name', '未知目的地')
        return '未知目的地'

    def _get_duration_days(self, session_state: dict) -> int:

        duration_info = session_state.get('duration')
        if duration_info and isinstance(duration_info, dict):
            # 确保即使 'days' 键不存在，也返回一个数字
            return duration_info.get('days', 0)
        # 关键：返回 0 而不是 None
        return 0

    def _format_budget_info(self, budget_data: dict | None) -> str:
    
        if budget_data and isinstance(budget_data, dict):
            # 优先使用现成的描述，因为它最准确
            if budget_data.get('description'):
                return budget_data['description']
        
            # 如果没有描述，则动态创建一个
            amount = budget_data.get('amount', '')
            currency = budget_data.get('currency', '')
            if amount: # 仅在有金额时才显示
                return f"{amount} {currency}".strip()
    
        # 如果没有预算信息或信息不完整，返回默认字符串
        return '预算未设定'

    def _generate_knowledge_enhanced_plan(self, user_message: str, session_state: dict) -> str:
        """生成融合知识库信息的旅行计划"""
        
        # 1. 获取目的地信息
        destination_name = self._get_destination_name(session_state)
        days = int(self._get_duration_days(session_state))
        budget_info = self._format_budget_info(session_state.get("budget"))
        
        log.info(f"🔍 开始搜索知识库中关于 '{destination_name}' 的信息...")
        
        # 2. 搜索知识库中的相关信息
        relevant_knowledge = self._search_destination_knowledge(destination_name)
        
        # 3. 如果有AI模型，生成增强版计划
        if self.ai_model and self.ai_model.is_available():
            return self._generate_ai_enhanced_plan(session_state, relevant_knowledge)
        else:
            # 4. 否则生成基于知识库的详细备用计划
            return self._generate_knowledge_based_fallback_plan(session_state, relevant_knowledge)

    def _search_destination_knowledge(self, destination_name: str) -> dict:
        """搜索知识库中与目的地相关的信息"""
        
        if not self.kb or not hasattr(self.kb, 'knowledge') or not self.kb.knowledge:
            log.warning("⚠️ 知识库为空或不可用")
            return {}
        
        relevant_info = {
            "budget_analysis": {},
            "itinerary_suggestions": [],
            "professional_insights": {},
            "destination_specific": {}
        }
        
        log.info(f"📚 在 {len(self.kb.knowledge)} 条知识中搜索关于 '{destination_name}' 的信息...")
        
        # 遍历知识库
        for item in self.kb.knowledge:
            knowledge = item.get('knowledge', {}).get('travel_knowledge', {})
            if not knowledge:
                continue
            
            # 检查是否与目标目的地相关
            dest_info = knowledge.get('destination_info', {})
            primary_destinations = dest_info.get('primary_destinations', [])
            countries = dest_info.get('countries', [])
            
            # 判断相关性
            is_relevant = False
            match_reason = ""
            
            # 直接匹配城市名
            if destination_name in primary_destinations:
                is_relevant = True
                match_reason = f"直接匹配城市: {destination_name}"
            
            # 通过国家匹配
            if not is_relevant:
                dest_country = self._get_destination_country(destination_name)
                if dest_country and dest_country in countries:
                    is_relevant = True
                    match_reason = f"通过国家匹配: {dest_country}"
            
            # 地区匹配 (如果目的地在同一地区)
            if not is_relevant:
                region_destinations = self._get_same_region_cities(destination_name)
                if any(city in primary_destinations for city in region_destinations):
                    is_relevant = True
                    match_reason = f"同地区匹配: {region_destinations}"
            
            if is_relevant:
                log.info(f"✅ 找到相关知识: {match_reason}")
                
                # 提取预算分析
                if 'budget_analysis' in knowledge:
                    relevant_info['budget_analysis'] = knowledge['budget_analysis']
                
                # 提取行程建议
                if 'detailed_itinerary' in knowledge:
                    relevant_info['itinerary_suggestions'].extend(knowledge['detailed_itinerary'])
                
                # 提取专业洞察
                if 'professional_insights' in knowledge:
                    relevant_info['professional_insights'].update(knowledge['professional_insights'])
                
                # 提取目的地特定信息
                relevant_info['destination_specific'] = dest_info
        
        if relevant_info['budget_analysis'] or relevant_info['itinerary_suggestions']:
            log.info(f"📊 成功提取知识库信息: 预算分析={bool(relevant_info['budget_analysis'])}, 行程建议={len(relevant_info['itinerary_suggestions'])}条")
        else:
            log.warning(f"⚠️ 未找到关于 '{destination_name}' 的相关知识")
        
        return relevant_info

    def _get_destination_country(self, city_name: str) -> str:
        """获取城市所属国家"""
        city_country_mapping = {
            "布拉格": "捷克", "维也纳": "奥地利", "萨尔茨堡": "奥地利", 
            "布达佩斯": "匈牙利", "布拉迪斯拉发": "斯洛伐克",
            "哈尔施塔特": "奥地利", "巴德伊舍": "奥地利",
            "库特纳霍拉": "捷克", "布尔诺": "捷克",
            "巴黎": "法国", "里昂": "法国", "尼斯": "法国",
            "柏林": "德国", "慕尼黑": "德国", "汉堡": "德国",
            "阿姆斯特丹": "荷兰", "鹿特丹": "荷兰",
            "布鲁塞尔": "比利时", "安特卫普": "比利时",
            "苏黎世": "瑞士", "日内瓦": "瑞士",
        }
        return city_country_mapping.get(city_name, "")

    def _get_same_region_cities(self, city_name: str) -> list:
        """获取同地区的其他城市"""
        region_mapping = {
            # 中欧城市
            "布拉格": ["维也纳", "萨尔茨堡", "布达佩斯", "布拉迪斯拉发", "哈尔施塔特"],
            "维也纳": ["布拉格", "萨尔茨堡", "布达佩斯", "布拉迪斯拉发", "哈尔施塔特"],
            "萨尔茨堡": ["维也纳", "布拉格", "哈尔施塔特", "慕尼黑"],
            "布达佩斯": ["布拉格", "维也纳", "布拉迪斯拉发"],
            "哈尔施塔特": ["萨尔茨堡", "维也纳", "巴德伊舍"],
            
            # 西欧城市
            "巴黎": ["布鲁塞尔", "阿姆斯特丹", "科隆", "斯特拉斯堡"],
            "阿姆斯特丹": ["布鲁塞尔", "科隆", "巴黎"],
            "布鲁塞尔": ["阿姆斯特丹", "巴黎", "科隆"],
            
            # 德语区
            "柏林": ["慕尼黑", "科隆", "汉堡", "维也纳", "苏黎世"],
            "慕尼黑": ["柏林", "萨尔茨堡", "苏黎世", "维也纳"],
            "苏黎世": ["慕尼黑", "维也纳", "萨尔茨堡"],
        }
        return region_mapping.get(city_name, [])

    def _generate_ai_enhanced_plan(self, session_state: dict, knowledge: dict) -> str:
        """使用AI模型生成融合知识库的计划"""
        
        # 构建包含知识库信息的enhanced prompt
        enhanced_prompt = self._build_knowledge_enhanced_prompt(session_state, knowledge)
        
        try:
            log.info("🤖 使用AI模型生成知识库增强计划...")
            response = self.ai_model.run_inference(
                input_type="text",
                formatted_input=None,
                prompt=enhanced_prompt,
                temperature=0.7
            )
            return response
        except Exception as e:
            log.error(f"❌ AI增强计划生成失败: {e}")
            return self._generate_knowledge_based_fallback_plan(session_state, knowledge)

    def _build_knowledge_enhanced_prompt(self, session_state: dict, knowledge: dict) -> str:
        """构建融合知识库信息的增强prompt"""
        
        destination_name = self._get_destination_name(session_state)
        days = self._get_duration_days(session_state)
        budget_desc = self._format_budget_info(session_state.get("budget"))
        persona_config = self._get_current_persona_config(session_state)
        
        # 基础prompt
        prompt = f"""你是一位专业的欧洲旅行顾问，请基于以下知识库信息为用户设计{destination_name}的详细旅行计划。

🎯 【用户需求】
📍 目的地: {destination_name}
⏰ 旅行天数: {days}天  
💰 预算: {budget_desc}
🎭 旅行风格: {persona_config.get('name', '标准旅行者')}

📚 【知识库参考信息】"""
        
        # 添加预算分析信息
        if knowledge.get('budget_analysis'):
            budget_analysis = knowledge['budget_analysis']
            prompt += f"""
💰 【预算参考】
• 总预算范围: {budget_analysis.get('total_budget_range', 'N/A')}
• 日均开支: {budget_analysis.get('daily_average', 'N/A')}"""
            
            breakdown = budget_analysis.get('budget_breakdown', {})
            if breakdown:
                prompt += "\n• 预算分配:"
                for category, info in breakdown.items():
                    if isinstance(info, dict):
                        percentage = info.get('percentage', '')
                        daily_range = info.get('daily_range', '')
                        if percentage and daily_range:
                            category_name = {'accommodation': '住宿', 'transportation': '交通', 
                                           'food': '餐饮', 'attractions': '景点'}.get(category, category)
                            prompt += f"\n  - {category_name}: {percentage}, {daily_range}"
        
        # 添加行程参考信息
        if knowledge.get('itinerary_suggestions'):
            prompt += f"""
🗓️ 【行程参考】"""
            for day_plan in knowledge['itinerary_suggestions'][:3]:  # 只取前3天作为参考
                day_num = day_plan.get('day_number', 'N/A')
                location = day_plan.get('location', 'N/A')
                theme = day_plan.get('theme', 'N/A')
                prompt += f"\n• Day {day_num} ({location}): {theme}"
                
                # 添加具体活动
                morning_activities = day_plan.get('morning_activities', [])
                for activity in morning_activities[:2]:  # 只取前2个活动
                    name = activity.get('activity_name', '')
                    duration = activity.get('duration', '')
                    tips = activity.get('professional_tips', '')
                    if name:
                        prompt += f"\n  - {name} ({duration}) - {tips}"
        
        # 添加专业洞察
        if knowledge.get('professional_insights'):
            insights = knowledge['professional_insights']
            prompt += f"""
💡 【专业建议】"""
            
            if insights.get('seasonal_considerations'):
                seasonal = insights['seasonal_considerations']
                best_months = seasonal.get('best_months', [])
                if best_months:
                    prompt += f"\n• 最佳旅行时间: {', '.join(best_months)}"
            
            if insights.get('common_mistakes'):
                mistakes = insights['common_mistakes'][:3]  # 只取前3个
                prompt += f"\n• 常见误区: {', '.join(mistakes)}"
            
            if insights.get('insider_secrets'):
                secrets = insights['insider_secrets'][:3]  # 只取前3个
                prompt += f"\n• 内行贴士: {', '.join(secrets)}"
        
        # 结尾指令
        prompt += f"""

🌟 【生成要求】
请基于以上知识库信息，结合用户的具体需求，生成一份详细、实用、个性化的{destination_name}{days}天旅行计划。计划应该包括:
• 每日详细行程安排
• 具体的景点推荐和游览建议  
• 住宿和餐饮推荐
• 交通方式和路线优化
• 预算分解和省钱贴士
• 实用的旅行提醒

请用生动有趣的语言撰写，让用户感受到{destination_name}的魅力！"""
        
        return prompt

    def _generate_knowledge_based_fallback_plan(self, session_state: dict, knowledge: dict) -> str:
        """基于知识库生成详细的备用计划"""
        
        destination_name = self._get_destination_name(session_state)
        days = int(self._get_duration_days(session_state))
        budget_desc = self._format_budget_info(session_state.get("budget"))
        persona_config = self._get_current_persona_config(session_state)
        persona_key = persona_config.get('key', 'planner')
        
        # 获取城市特色描述
        city_desc = random.choice(self.city_descriptions.get(destination_name, ["迷人的城市"]))
        
        # 开场
        if persona_key == 'social':
            plan = f"🎉 {destination_name}{days}天深度攻略（知识库加持版）！\n\n"
        elif persona_key == 'experiential':
            plan = f"🎭 {destination_name}{days}日文化探索之旅\n\n"
        else:
            plan = f"📋 {destination_name}{days}天专业规划方案\n\n"
        
        plan += f"🌟 城市印象：{city_desc}\n"
        plan += f"💰 预算范围：{budget_desc}\n\n"
        
        # 如果有知识库中的预算分析
        if knowledge.get('budget_analysis'):
            budget_analysis = knowledge['budget_analysis']
            plan += "💰 【预算详解】（基于真实旅行经验）\n"
            
            total_budget = budget_analysis.get('total_budget_range', '')
            daily_avg = budget_analysis.get('daily_average', '')
            if total_budget:
                plan += f"• 参考总预算：{total_budget}\n"
            if daily_avg:
                plan += f"• 日均开支：{daily_avg}\n"
            
            breakdown = budget_analysis.get('budget_breakdown', {})
            if breakdown:
                plan += "• 开支分配：\n"
                category_names = {
                    'accommodation': '🏨 住宿', 'transportation': '🚇 交通',
                    'food': '🍽️ 餐饮', 'attractions': '🎯 景点'
                }
                
                for category, info in breakdown.items():
                    if isinstance(info, dict):
                        name = category_names.get(category, category)
                        percentage = info.get('percentage', '')
                        daily_range = info.get('daily_range', '')
                        
                        if percentage and daily_range:
                            plan += f"  - {name}：{percentage}，{daily_range}\n"
                        
                        # 添加具体建议
                        if category == 'accommodation' and info.get('recommendations'):
                            recs = ', '.join(info['recommendations'])
                            plan += f"    推荐：{recs}\n"
                        
                        elif category == 'transportation' and info.get('money_saving_tips'):
                            tips = ', '.join(info['money_saving_tips'])
                            plan += f"    省钱技巧：{tips}\n"
            
            plan += "\n"
        
        # 详细行程规划（基于知识库）
        plan += "🗓️ 【详细行程】（来自实地经验）\n"
        
        if knowledge.get('itinerary_suggestions'):
            # 使用知识库中的行程建议
            itinerary = knowledge['itinerary_suggestions']
            
            for i, day_plan in enumerate(itinerary[:days]):  # 限制在用户要求的天数内
                day_num = day_plan.get('day_number', i+1)
                location = day_plan.get('location', destination_name)
                theme = day_plan.get('theme', '城市探索')
                
                plan += f"\n📅 Day {day_num} - {location}（{theme}）\n"
                
                # 上午活动
                morning_activities = day_plan.get('morning_activities', [])
                if morning_activities:
                    plan += "🌅 上午：\n"
                    for activity in morning_activities:
                        name = activity.get('activity_name', '')
                        duration = activity.get('duration', '')
                        cost = activity.get('cost', '')
                        tips = activity.get('professional_tips', '')
                        
                        plan += f"  • {name}"
                        if duration:
                            plan += f" ({duration})"
                        if cost and cost != "免费":
                            plan += f" - {cost}"
                        plan += "\n"
                        
                        if tips:
                            plan += f"    💡 专业提醒：{tips}\n"
                
                # 下午活动
                afternoon_activities = day_plan.get('afternoon_activities', [])
                if afternoon_activities:
                    plan += "🌞 下午：\n"
                    for activity in afternoon_activities:
                        name = activity.get('activity_name', '')
                        duration = activity.get('duration', '')
                        cost = activity.get('cost', '')
                        
                        plan += f"  • {name}"
                        if duration:
                            plan += f" ({duration})"
                        if cost:
                            plan += f" - {cost}"
                        plan += "\n"
                
                # 餐饮建议
                dining = day_plan.get('dining', {})
                if dining:
                    plan += "🍽️ 餐饮推荐：\n"
                    
                    for meal_type, meal_info in dining.items():
                        if isinstance(meal_info, dict):
                            meal_names = {'breakfast': '早餐', 'lunch': '午餐', 'dinner': '晚餐'}
                            meal_name = meal_names.get(meal_type, meal_type)
                            
                            recommendation = meal_info.get('recommendation', '')
                            cost_range = meal_info.get('cost_range', '')
                            
                            if recommendation:
                                plan += f"  • {meal_name}：{recommendation}"
                                if cost_range:
                                    plan += f" ({cost_range})"
                                plan += "\n"
                
                # 住宿建议
                accommodation = day_plan.get('accommodation', {})
                if accommodation and day_num == 1:  # 只在第一天显示住宿建议
                    plan += "🏨 住宿推荐：\n"
                    
                    area = accommodation.get('recommended_area', '')
                    safety = accommodation.get('safety_level', '')
                    
                    if area:
                        plan += f"  • 推荐区域：{area}"
                        if safety:
                            plan += f"（安全等级：{safety}）"
                        plan += "\n"
                    
                    budget_options = accommodation.get('budget_options', [])
                    for option in budget_options:
                        if isinstance(option, dict):
                            category = option.get('category', '')
                            price_range = option.get('price_range', '')
                            if category and price_range:
                                plan += f"  • {category}：{price_range}\n"
        
        else:
            # 如果没有具体行程，生成通用建议
            plan += f"根据{destination_name}的特色，为您推荐以下{days}天行程框架：\n\n"
            
            # 根据不同城市提供基础框架
            if destination_name in ["布拉格", "Prague"]:
                plan += "📅 Day 1: 老城区探索（老城广场→天文钟→查理大桥）\n"
                plan += "📅 Day 2: 城堡区深度游（布拉格城堡→圣维特大教堂→黄金小巷）\n"
                if days >= 3:
                    plan += "📅 Day 3: 新城区体验（瓦茨拉夫广场→国家博物馆→当地美食）\n"
                    
            elif destination_name in ["维也纳", "Vienna"]:
                plan += "📅 Day 1: 皇室风采（美泉宫→霍夫堡宫→圣斯蒂芬大教堂）\n"
                plan += "📅 Day 2: 音乐文化（维也纳国家歌剧院→金色大厅→艺术史博物馆）\n"
                if days >= 3:
                    plan += "📅 Day 3: 咖啡文化体验（中央咖啡馆→萨赫咖啡馆→多瑙河漫步）\n"
                    
            elif destination_name in ["布达佩斯", "Budapest"]:
                plan += "📅 Day 1: 布达一侧（布达城堡→渔夫堡→马加什教堂）\n"
                plan += "📅 Day 2: 佩斯一侧（匈牙利国会大厦→链子桥→中央市场）\n"
                if days >= 3:
                    plan += "📅 Day 3: 温泉文化（塞切尼温泉→多瑙河游船→夜景欣赏）\n"
        
        # 添加专业洞察
        if knowledge.get('professional_insights'):
            insights = knowledge['professional_insights']
            plan += "\n💡 【专业贴士】（来自旅行达人）\n"
            
            # 季节建议
            seasonal = insights.get('seasonal_considerations', {})
            if seasonal:
                best_months = seasonal.get('best_months', [])
                weather = seasonal.get('weather_patterns', '')
                
                if best_months:
                    plan += f"• 🌤️ 最佳旅行时间：{', '.join(best_months)}\n"
                if weather:
                    plan += f"• 🌡️ 天气特点：{weather}\n"
            
            #